Dataset statistics
| Number of variables | 42 |
|---|---|
| Number of observations | 954 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 313.2 KiB |
| Average record size in memory | 336.1 B |
Variable types
| BOOL | 22 |
|---|---|
| CAT | 11 |
| NUM | 6 |
| DATE | 2 |
| UNSUPPORTED | 1 |
df_index has unique values | Unique |
ID has unique values | Unique |
ID_y has unique values | Unique |
Частота пасс кур is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Возраст курения has 543 (56.9%) zeros | Zeros |
Сигарет в день has 546 (57.2%) zeros | Zeros |
Возраст алког has 167 (17.5%) zeros | Zeros |
Час засыпания has 235 (24.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-17 14:01:56.952687 |
|---|---|
| Analysis finished | 2022-06-17 14:02:04.149476 |
| Duration | 7.2 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 954 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 477.1813417 |
|---|---|
| Minimum | 0 |
| Maximum | 954 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 47.65 |
| Q1 | 238.25 |
| median | 477.5 |
| Q3 | 715.75 |
| 95-th percentile | 906.35 |
| Maximum | 954 |
| Range | 954 |
| Interquartile range (IQR) | 477.5 |
Descriptive statistics
| Standard deviation | 275.9167675 |
|---|---|
| Coefficient of variation (CV) | 0.5782220371 |
| Kurtosis | -1.200562814 |
| Mean | 477.1813417 |
| Median Absolute Deviation (MAD) | 239 |
| Skewness | -0.00171665018 |
| Sum | 455231 |
| Variance | 76130.06257 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 641 | 1 | 0.1% | |
| 629 | 1 | 0.1% | |
| 630 | 1 | 0.1% | |
| 631 | 1 | 0.1% | |
| 632 | 1 | 0.1% | |
| 633 | 1 | 0.1% | |
| 634 | 1 | 0.1% | |
| 635 | 1 | 0.1% | |
| 636 | 1 | 0.1% | |
| Other values (944) | 944 | 99.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 954 | 1 | 0.1% | |
| 953 | 1 | 0.1% | |
| 952 | 1 | 0.1% | |
| 951 | 1 | 0.1% | |
| 950 | 1 | 0.1% |
| Distinct | 954 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 54-102-358-02 | 1 |
|---|---|
| 54-001-096-01 | 1 |
| 54-102-271-01 | 1 |
| 54-002-021-01 | 1 |
| 54-103-030-01 | 1 |
| Other values (949) |
| Value | Count | Frequency (%) | |
| 54-102-358-02 | 1 | 0.1% | |
| 54-001-096-01 | 1 | 0.1% | |
| 54-102-271-01 | 1 | 0.1% | |
| 54-002-021-01 | 1 | 0.1% | |
| 54-103-030-01 | 1 | 0.1% | |
| 54-002-128-01 | 1 | 0.1% | |
| 54-001-025-02 | 1 | 0.1% | |
| 54-002-054-01 | 1 | 0.1% | |
| 54-002-174-01 | 1 | 0.1% | |
| 54-102-239-02 | 1 | 0.1% | |
| Other values (944) | 944 | 99.0% |
Unique
| Unique | 954 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Пол
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Ж | |
|---|---|
| М |
| Value | Count | Frequency (%) | |
| Ж | 667 | 69.9% | |
| М | 287 | 30.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Семья
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| в браке в настоящее время | |
|---|---|
| вдовец / вдова | |
| в разводе | |
| гражданский брак / проживание с партнером | |
| никогда не был(а) в браке | 43 |
| Value | Count | Frequency (%) | |
| в браке в настоящее время | 563 | 59.0% | |
| вдовец / вдова | 143 | 15.0% | |
| в разводе | 125 | 13.1% | |
| гражданский брак / проживание с партнером | 78 | 8.2% | |
| никогда не был(а) в браке | 43 | 4.5% | |
| раздельное проживание (официально не разведены) | 2 | 0.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 47 |
|---|---|
| Median length | 25 |
| Mean length | 22.60901468 |
| Min length | 9 |
Этнос
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| европейская | |
|---|---|
| другая азиатская (Корея, Малайзия, Таиланд, Вьетнам, Казахстан, Киргизия, Туркмения, Узбекистан, Таджикистан) | 17 |
| прочее (любая иная этно-расовая группа, не представленная выше) | 7 |
| Value | Count | Frequency (%) | |
| европейская | 930 | 97.5% | |
| другая азиатская (Корея, Малайзия, Таиланд, Вьетнам, Казахстан, Киргизия, Туркмения, Узбекистан, Таджикистан) | 17 | 1.8% | |
| прочее (любая иная этно-расовая группа, не представленная выше) | 7 | 0.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 109 |
|---|---|
| Median length | 11 |
| Mean length | 13.1278826 |
| Min length | 11 |
Национальность
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Русские | |
|---|---|
| Татары | 18 |
| Немцы | 6 |
| Чуваши | 5 |
| Украинцы | 4 |
| Other values (13) | 23 |
| Value | Count | Frequency (%) | |
| Русские | 898 | 94.1% | |
| Татары | 18 | 1.9% | |
| Немцы | 6 | 0.6% | |
| Чуваши | 5 | 0.5% | |
| Украинцы | 4 | 0.4% | |
| Азербайджанцы | 4 | 0.4% | |
| Казахи | 2 | 0.2% | |
| Евреи | 2 | 0.2% | |
| Таджики | 2 | 0.2% | |
| Армяне | 2 | 0.2% | |
| Other values (8) | 11 | 1.2% |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.5% |
Length
| Max length | 21 |
|---|---|
| Median length | 7 |
| Mean length | 7.013626834 |
| Min length | 5 |
Религия
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Христианство | |
|---|---|
| Атеист / агностик | |
| Нет | 40 |
| Ислам | 24 |
| Value | Count | Frequency (%) | |
| Христианство | 804 | 84.3% | |
| Атеист / агностик | 86 | 9.0% | |
| Нет | 40 | 4.2% | |
| Ислам | 24 | 2.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 12 |
| Mean length | 11.89727463 |
| Min length | 3 |
Образование
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 4 - профессиональное училище | |
|---|---|
| 5 - ВУЗ | |
| 3 - средняя школа / закон.среднее / выше среднего | |
| 2 - начальная школа | 7 |
| Value | Count | Frequency (%) | |
| 4 - профессиональное училище | 454 | 47.6% | |
| 5 - ВУЗ | 313 | 32.8% | |
| 3 - средняя школа / закон.среднее / выше среднего | 180 | 18.9% | |
| 2 - начальная школа | 7 | 0.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 49 |
|---|---|
| Median length | 28 |
| Mean length | 25.00628931 |
| Min length | 7 |
Профессия
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| дипломированные специалисты | |
|---|---|
| низкоквалифицированные работники | |
| работники, занятые в сфере обслуживания, торговые работники магазинов и рынков | |
| служащие | |
| ремесленники и представители других отраслей промышленности | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| дипломированные специалисты | 225 | 23.6% | |
| низкоквалифицированные работники | 138 | 14.5% | |
| работники, занятые в сфере обслуживания, торговые работники магазинов и рынков | 122 | 12.8% | |
| служащие | 90 | 9.4% | |
| ремесленники и представители других отраслей промышленности | 89 | 9.3% | |
| ведение домашнего хозяйства | 81 | 8.5% | |
| техники и младшие специалисты | 80 | 8.4% | |
| операторы и монтажники установок и машинного оборудования | 72 | 7.5% | |
| представители законодат. органов власти, высокопостав. долж.лица и менеджеры | 35 | 3.7% | |
| квалифицированные работники сельского хозяйства и рыболовного | 17 | 1.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 83 |
|---|---|
| Median length | 29 |
| Mean length | 40.60062893 |
| Min length | 8 |
Вы работаете?
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 499 | 52.3% | |
| 0 | 455 | 47.7% |
Выход на пенсию
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 634 | 66.5% | |
| 1 | 320 | 33.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 46 |
| Value | Count | Frequency (%) | |
| 0 | 908 | 95.2% | |
| 1 | 46 | 4.8% |
Сахарный диабет
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 853 | 89.4% | |
| 1 | 101 | 10.6% |
Гепатит
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 839 | 87.9% | |
| 1 | 115 | 12.1% |
Онкология
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 43 |
| Value | Count | Frequency (%) | |
| 0 | 911 | 95.5% | |
| 1 | 43 | 4.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 72 |
| Value | Count | Frequency (%) | |
| 0 | 882 | 92.5% | |
| 1 | 72 | 7.5% |
Бронжиальная астма
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 41 |
| Value | Count | Frequency (%) | |
| 0 | 913 | 95.7% | |
| 1 | 41 | 4.3% |
Туберкулез легких
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 20 |
| Value | Count | Frequency (%) | |
| 0 | 934 | 97.9% | |
| 1 | 20 | 2.1% |
ВИЧ/СПИД
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 952 | 99.8% | |
| 1 | 2 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 614 | 64.4% | |
| 0 | 340 | 35.6% |
Травмы за год
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 51 |
| Value | Count | Frequency (%) | |
| 0 | 903 | 94.7% | |
| 1 | 51 | 5.3% |
Переломы
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 616 | 64.6% | |
| 1 | 338 | 35.4% |
Статус Курения
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Никогда не курил(а) | |
|---|---|
| Курит | |
| Бросил(а) |
| Value | Count | Frequency (%) | |
| Никогда не курил(а) | 543 | 56.9% | |
| Курит | 220 | 23.1% | |
| Бросил(а) | 191 | 20.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 13.76939203 |
| Min length | 5 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.748427673 |
|---|---|
| Minimum | 0 |
| Maximum | 58 |
| Zeros | 543 |
| Zeros (%) | 56.9% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 18 |
| 95-th percentile | 29.35 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.36190976 |
|---|---|
| Coefficient of variation (CV) | 1.298737348 |
| Kurtosis | 1.001337114 |
| Mean | 8.748427673 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.137058174 |
| Sum | 8346 |
| Variance | 129.0929933 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 543 | 56.9% | |
| 20 | 71 | 7.4% | |
| 18 | 60 | 6.3% | |
| 17 | 45 | 4.7% | |
| 16 | 38 | 4.0% | |
| 15 | 23 | 2.4% | |
| 25 | 17 | 1.8% | |
| 19 | 17 | 1.8% | |
| 30 | 13 | 1.4% | |
| 14 | 10 | 1.0% | |
| Other values (35) | 117 | 12.3% |
| Value | Count | Frequency (%) | |
| 0 | 543 | 56.9% | |
| 5 | 1 | 0.1% | |
| 6 | 4 | 0.4% | |
| 7 | 8 | 0.8% | |
| 8 | 3 | 0.3% |
| Value | Count | Frequency (%) | |
| 58 | 1 | 0.1% | |
| 55 | 1 | 0.1% | |
| 54 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 52 | 1 | 0.1% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.093291405 |
|---|---|
| Minimum | 0 |
| Maximum | 60 |
| Zeros | 546 |
| Zeros (%) | 57.2% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 9.682618055 |
|---|---|
| Coefficient of variation (CV) | 1.589062038 |
| Kurtosis | 4.5038251 |
| Mean | 6.093291405 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.953327495 |
| Sum | 5813 |
| Variance | 93.75309241 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 546 | 57.2% | |
| 20 | 116 | 12.2% | |
| 10 | 83 | 8.7% | |
| 5 | 36 | 3.8% | |
| 15 | 28 | 2.9% | |
| 30 | 18 | 1.9% | |
| 1 | 17 | 1.8% | |
| 40 | 16 | 1.7% | |
| 4 | 15 | 1.6% | |
| 2 | 15 | 1.6% | |
| Other values (14) | 64 | 6.7% |
| Value | Count | Frequency (%) | |
| 0 | 546 | 57.2% | |
| 1 | 17 | 1.8% | |
| 2 | 15 | 1.6% | |
| 3 | 14 | 1.5% | |
| 4 | 15 | 1.6% |
| Value | Count | Frequency (%) | |
| 60 | 3 | 0.3% | |
| 50 | 1 | 0.1% | |
| 40 | 16 | 1.7% | |
| 35 | 1 | 0.1% | |
| 30 | 18 | 1.9% |
Пассивное курение
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 730 | 76.5% | |
| 1 | 224 | 23.5% |
Алкоголь
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| употребляю в настоящее время | |
|---|---|
| никогда не употреблял | |
| ранее употреблял |
| Value | Count | Frequency (%) | |
| употребляю в настоящее время | 633 | 66.4% | |
| никогда не употреблял | 165 | 17.3% | |
| ранее употреблял | 156 | 16.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 28 |
|---|---|
| Median length | 28 |
| Mean length | 24.82704403 |
| Min length | 16 |
| Distinct | 36 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.53039832 |
|---|---|
| Minimum | 0 |
| Maximum | 63 |
| Zeros | 167 |
| Zeros (%) | 17.5% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 16 |
| median | 18 |
| Q3 | 20 |
| 95-th percentile | 29 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.954450343 |
|---|---|
| Coefficient of variation (CV) | 0.5416959815 |
| Kurtosis | 1.487822526 |
| Mean | 16.53039832 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.2858687395 |
| Sum | 15770 |
| Variance | 80.18218095 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20 | 182 | 19.1% | |
| 0 | 167 | 17.5% | |
| 18 | 160 | 16.8% | |
| 17 | 91 | 9.5% | |
| 16 | 66 | 6.9% | |
| 25 | 57 | 6.0% | |
| 19 | 42 | 4.4% | |
| 21 | 36 | 3.8% | |
| 15 | 29 | 3.0% | |
| 22 | 21 | 2.2% | |
| Other values (26) | 103 | 10.8% |
| Value | Count | Frequency (%) | |
| 0 | 167 | 17.5% | |
| 6 | 2 | 0.2% | |
| 9 | 1 | 0.1% | |
| 10 | 2 | 0.2% | |
| 12 | 5 | 0.5% |
| Value | Count | Frequency (%) | |
| 63 | 1 | 0.1% | |
| 50 | 2 | 0.2% | |
| 48 | 1 | 0.1% | |
| 46 | 1 | 0.1% | |
| 45 | 1 | 0.1% |
Время засыпания
Date
| Distinct | 22 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Minimum | 2022-06-17 00:00:00 |
|---|---|
| Maximum | 2022-06-17 23:59:00 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Minimum | 2022-06-17 00:00:00 |
|---|---|
| Maximum | 2022-06-17 12:00:00 |
Сон после обеда
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 738 | 77.4% | |
| 1 | 216 | 22.6% |
Спорт, клубы
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 65 |
| Value | Count | Frequency (%) | |
| 0 | 889 | 93.2% | |
| 1 | 65 | 6.8% |
Религия, клубы
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 22 |
| Value | Count | Frequency (%) | |
| 0 | 932 | 97.7% | |
| 1 | 22 | 2.3% |
| Distinct | 954 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 54-102-358-02 | 1 |
|---|---|
| 54-001-096-01 | 1 |
| 54-102-271-01 | 1 |
| 54-002-021-01 | 1 |
| 54-103-030-01 | 1 |
| Other values (949) |
| Value | Count | Frequency (%) | |
| 54-102-358-02 | 1 | 0.1% | |
| 54-001-096-01 | 1 | 0.1% | |
| 54-102-271-01 | 1 | 0.1% | |
| 54-002-021-01 | 1 | 0.1% | |
| 54-103-030-01 | 1 | 0.1% | |
| 54-002-128-01 | 1 | 0.1% | |
| 54-001-025-02 | 1 | 0.1% | |
| 54-002-054-01 | 1 | 0.1% | |
| 54-002-174-01 | 1 | 0.1% | |
| 54-102-239-02 | 1 | 0.1% | |
| Other values (944) | 944 | 99.0% |
Unique
| Unique | 954 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Артериальная гипертензия
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 508 | 53.2% | |
| 1 | 446 | 46.8% |
ОНМК
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 41 |
| Value | Count | Frequency (%) | |
| 0 | 913 | 95.7% | |
| 1 | 41 | 4.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 837 | 87.7% | |
| 1 | 117 | 12.3% |
Сердечная недостаточность
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 858 | 89.9% | |
| 1 | 96 | 10.1% |
Прочие заболевания сердца
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| 0 | |
|---|---|
| 1 | 86 |
| Value | Count | Frequency (%) | |
| 0 | 868 | 91.0% | |
| 1 | 86 | 9.0% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.8081761 |
|---|---|
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 235 |
| Zeros (%) | 24.6% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 22 |
| Q3 | 23 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 10.55192011 |
|---|---|
| Coefficient of variation (CV) | 0.7125739214 |
| Kurtosis | -1.579384194 |
| Mean | 14.8081761 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6378993251 |
| Sum | 14127 |
| Variance | 111.3430181 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 23 | 362 | 37.9% | |
| 0 | 235 | 24.6% | |
| 22 | 207 | 21.7% | |
| 1 | 70 | 7.3% | |
| 21 | 51 | 5.3% | |
| 2 | 24 | 2.5% | |
| 20 | 2 | 0.2% | |
| 3 | 2 | 0.2% | |
| 12 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 235 | 24.6% | |
| 1 | 70 | 7.3% | |
| 2 | 24 | 2.5% | |
| 3 | 2 | 0.2% | |
| 12 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 23 | 362 | 37.9% | |
| 22 | 207 | 21.7% | |
| 21 | 51 | 5.3% | |
| 20 | 2 | 0.2% | |
| 12 | 1 | 0.1% |
Час пробуждения
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.818658281 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 6 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.366526791 |
|---|---|
| Coefficient of variation (CV) | 0.2004099244 |
| Kurtosis | 1.198852715 |
| Mean | 6.818658281 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.3992282372 |
| Sum | 6505 |
| Variance | 1.86739547 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 316 | 33.1% | |
| 7 | 263 | 27.6% | |
| 8 | 152 | 15.9% | |
| 5 | 91 | 9.5% | |
| 9 | 71 | 7.4% | |
| 10 | 28 | 2.9% | |
| 4 | 22 | 2.3% | |
| 12 | 4 | 0.4% | |
| 11 | 3 | 0.3% | |
| 3 | 3 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 3 | 3 | 0.3% | |
| 4 | 22 | 2.3% | |
| 5 | 91 | 9.5% | |
| 6 | 316 | 33.1% |
| Value | Count | Frequency (%) | |
| 12 | 4 | 0.4% | |
| 11 | 3 | 0.3% | |
| 10 | 28 | 2.9% | |
| 9 | 71 | 7.4% | |
| 8 | 152 | 15.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | ID | Пол | Семья | Этнос | Национальность | Религия | Образование | Профессия | Вы работаете? | Выход на пенсию | Прекращение работы по болезни | Сахарный диабет | Гепатит | Онкология | Хроническое заболевание легких | Бронжиальная астма | Туберкулез легких | ВИЧ/СПИД | Регулярный прим лекарственных средств | Травмы за год | Переломы | Статус Курения | Возраст курения | Сигарет в день | Пассивное курение | Частота пасс кур | Алкоголь | Возраст алког | Время засыпания | Время пробуждения | Сон после обеда | Спорт, клубы | Религия, клубы | ID_y | Артериальная гипертензия | ОНМК | Стенокардия, ИБС, инфаркт миокарда | Сердечная недостаточность | Прочие заболевания сердца | Час засыпания | Час пробуждения | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 54-102-358-02 | М | в браке в настоящее время | европейская | Русские | Христианство | 3 - средняя школа / закон.среднее / выше среднего | низкоквалифицированные работники | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Курит | 15.0 | 20.0 | 0 | 0 | употребляю в настоящее время | 18.0 | 2022-06-17 22:00:00 | 2022-06-17 06:00:00 | 0 | 0 | 0 | 54-102-358-02 | 0 | 0 | 0 | 0 | 0 | 22 | 6 |
| 1 | 1 | 54-103-101-01 | Ж | в разводе | европейская | Русские | Христианство | 5 - ВУЗ | дипломированные специалисты | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | никогда не употреблял | 0.0 | 2022-06-17 00:00:00 | 2022-06-17 04:00:00 | 1 | 0 | 0 | 54-103-101-01 | 1 | 1 | 0 | 0 | 0 | 0 | 4 |
| 2 | 2 | 54-501-026-03 | Ж | в браке в настоящее время | европейская | Русские | Христианство | 5 - ВУЗ | дипломированные специалисты | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 1 | 1-2 раза в неделю | употребляю в настоящее время | 17.0 | 2022-06-17 23:00:00 | 2022-06-17 07:00:00 | 0 | 0 | 0 | 54-501-026-03 | 0 | 0 | 0 | 0 | 0 | 23 | 7 |
| 3 | 3 | 54-501-094-02 | М | в браке в настоящее время | европейская | Русские | Атеист / агностик | 3 - средняя школа / закон.среднее / выше среднего | низкоквалифицированные работники | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Бросил(а) | 12.0 | 10.0 | 1 | 3-6 раз в неделю | употребляю в настоящее время | 13.0 | 2022-06-17 23:00:00 | 2022-06-17 07:00:00 | 0 | 0 | 0 | 54-501-094-02 | 1 | 0 | 0 | 0 | 0 | 23 | 7 |
| 4 | 4 | 54-503-022-01 | Ж | в браке в настоящее время | европейская | Русские | Христианство | 3 - средняя школа / закон.среднее / выше среднего | операторы и монтажники установок и машинного оборудования | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | Никогда не курил(а) | 0.0 | 0.0 | 1 | не менее 1 раза в день | употребляю в настоящее время | 16.0 | 2022-06-17 23:00:00 | 2022-06-17 06:00:00 | 0 | 0 | 0 | 54-503-022-01 | 1 | 0 | 1 | 1 | 0 | 23 | 6 |
| 5 | 5 | 54-002-074-01 | Ж | в браке в настоящее время | европейская | Русские | Христианство | 5 - ВУЗ | дипломированные специалисты | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | употребляю в настоящее время | 35.0 | 2022-06-17 23:00:00 | 2022-06-17 06:00:00 | 0 | 0 | 0 | 54-002-074-01 | 0 | 0 | 0 | 0 | 0 | 23 | 6 |
| 6 | 6 | 54-602-027-01 | Ж | гражданский брак / проживание с партнером | европейская | Русские | Христианство | 2 - начальная школа | служащие | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | никогда не употреблял | 0.0 | 2022-06-17 23:00:00 | 2022-06-17 05:30:00 | 0 | 0 | 0 | 54-602-027-01 | 0 | 0 | 0 | 0 | 0 | 23 | 5 |
| 7 | 7 | 54-102-072-01 | М | гражданский брак / проживание с партнером | европейская | Азербайджанцы | Ислам | 4 - профессиональное училище | низкоквалифицированные работники | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Бросил(а) | 18.0 | 1.0 | 1 | 1-2 раза в неделю | употребляю в настоящее время | 12.0 | 2022-06-17 23:00:00 | 2022-06-17 06:00:00 | 0 | 0 | 0 | 54-102-072-01 | 0 | 0 | 1 | 0 | 0 | 23 | 6 |
| 8 | 8 | 54-102-145-01 | Ж | гражданский брак / проживание с партнером | европейская | Русские | Христианство | 4 - профессиональное училище | служащие | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | употребляю в настоящее время | 17.0 | 2022-06-17 23:00:00 | 2022-06-17 07:00:00 | 0 | 0 | 0 | 54-102-145-01 | 0 | 0 | 0 | 0 | 1 | 23 | 7 |
| 9 | 9 | 54-002-002-01 | М | в разводе | европейская | Русские | Христианство | 5 - ВУЗ | дипломированные специалисты | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | употребляю в настоящее время | 18.0 | 2022-06-17 23:00:00 | 2022-06-17 08:00:00 | 0 | 1 | 0 | 54-002-002-01 | 0 | 0 | 0 | 0 | 0 | 23 | 8 |
Last rows
| df_index | ID | Пол | Семья | Этнос | Национальность | Религия | Образование | Профессия | Вы работаете? | Выход на пенсию | Прекращение работы по болезни | Сахарный диабет | Гепатит | Онкология | Хроническое заболевание легких | Бронжиальная астма | Туберкулез легких | ВИЧ/СПИД | Регулярный прим лекарственных средств | Травмы за год | Переломы | Статус Курения | Возраст курения | Сигарет в день | Пассивное курение | Частота пасс кур | Алкоголь | Возраст алког | Время засыпания | Время пробуждения | Сон после обеда | Спорт, клубы | Религия, клубы | ID_y | Артериальная гипертензия | ОНМК | Стенокардия, ИБС, инфаркт миокарда | Сердечная недостаточность | Прочие заболевания сердца | Час засыпания | Час пробуждения | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 944 | 945 | 54-701-047-01 | Ж | вдовец / вдова | европейская | Русские | Христианство | 4 - профессиональное училище | низкоквалифицированные работники | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Курит | 16.0 | 5.0 | 0 | 0 | никогда не употреблял | 0.0 | 2022-06-17 23:00:00 | 2022-06-17 07:00:00 | 0 | 1 | 1 | 54-701-047-01 | 1 | 0 | 0 | 0 | 0 | 23 | 7 |
| 945 | 946 | 54-101-085-01 | Ж | вдовец / вдова | европейская | Русские | Христианство | 5 - ВУЗ | дипломированные специалисты | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 1 | 4 и более раз в день | никогда не употреблял | 0.0 | 2022-06-17 01:00:00 | 2022-06-17 08:00:00 | 0 | 0 | 0 | 54-101-085-01 | 1 | 0 | 0 | 0 | 0 | 1 | 8 |
| 946 | 947 | 54-102-174-01 | Ж | в браке в настоящее время | европейская | Русские | Христианство | 5 - ВУЗ | служащие | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | употребляю в настоящее время | 18.0 | 2022-06-17 23:00:00 | 2022-06-17 06:00:00 | 0 | 0 | 0 | 54-102-174-01 | 1 | 0 | 1 | 0 | 0 | 23 | 6 |
| 947 | 948 | 54-002-192-01 | Ж | вдовец / вдова | европейская | Русские | Нет | 4 - профессиональное училище | низкоквалифицированные работники | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 1 | 3-6 раз в неделю | употребляю в настоящее время | 17.0 | 2022-06-17 23:00:00 | 2022-06-17 06:00:00 | 1 | 0 | 0 | 54-002-192-01 | 0 | 0 | 0 | 0 | 0 | 23 | 6 |
| 948 | 949 | 54-103-035-01 | Ж | в разводе | европейская | Русские | Христианство | 3 - средняя школа / закон.среднее / выше среднего | низкоквалифицированные работники | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Курит | 20.0 | 20.0 | 0 | 0 | употребляю в настоящее время | 25.0 | 2022-06-17 23:00:00 | 2022-06-17 08:00:00 | 0 | 0 | 0 | 54-103-035-01 | 1 | 0 | 0 | 0 | 0 | 23 | 8 |
| 949 | 950 | 54-103-006-01 | М | в браке в настоящее время | европейская | Русские | Христианство | 4 - профессиональное училище | операторы и монтажники установок и машинного оборудования | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Курит | 16.0 | 20.0 | 0 | 0 | употребляю в настоящее время | 18.0 | 2022-06-17 22:00:00 | 2022-06-17 06:00:00 | 0 | 0 | 0 | 54-103-006-01 | 0 | 0 | 0 | 0 | 0 | 22 | 6 |
| 950 | 951 | 54-701-039-01 | Ж | вдовец / вдова | европейская | Русские | Христианство | 3 - средняя школа / закон.среднее / выше среднего | низкоквалифицированные работники | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Курит | 15.0 | 10.0 | 0 | 0 | ранее употреблял | 26.0 | 2022-06-17 21:30:00 | 2022-06-17 07:15:00 | 0 | 0 | 0 | 54-701-039-01 | 0 | 0 | 0 | 0 | 0 | 21 | 7 |
| 951 | 952 | 54-002-014-01 | Ж | в браке в настоящее время | европейская | Русские | Христианство | 3 - средняя школа / закон.среднее / выше среднего | служащие | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Бросил(а) | 20.0 | 10.0 | 0 | 0 | употребляю в настоящее время | 20.0 | 2022-06-17 22:30:00 | 2022-06-17 08:00:00 | 1 | 0 | 0 | 54-002-014-01 | 1 | 0 | 1 | 0 | 0 | 22 | 8 |
| 952 | 953 | 54-501-022-01 | Ж | в браке в настоящее время | европейская | Русские | Атеист / агностик | 5 - ВУЗ | представители законодат. органов власти, высокопостав. долж.лица и менеджеры | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | Никогда не курил(а) | 0.0 | 0.0 | 0 | 0 | употребляю в настоящее время | 21.0 | 2022-06-17 23:00:00 | 2022-06-17 08:30:00 | 0 | 1 | 0 | 54-501-022-01 | 0 | 0 | 0 | 0 | 0 | 23 | 8 |
| 953 | 954 | 54-702-016-01 | М | в браке в настоящее время | европейская | Русские | Христианство | 4 - профессиональное училище | операторы и монтажники установок и машинного оборудования | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | Курит | 10.0 | 30.0 | 0 | 0 | употребляю в настоящее время | 17.0 | 2022-06-17 22:00:00 | 2022-06-17 05:00:00 | 1 | 0 | 0 | 54-702-016-01 | 0 | 0 | 0 | 0 | 0 | 22 | 5 |